An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem

4 June 2019

Papers citing "An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem"

50 / 68 papers shown

Title
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning Anja Surina Amin Mansouri Lars Quaedvlieg Amal Seddas Maryna Viazovska Emmanuel Abbe Çağlar Gülçehre 38 1 0 07 Apr 2025
Navigating Intelligence: A Survey of Google OR-Tools and Machine Learning for Global Path Planning in Autonomous Vehicles Alexandre Benoit Pedram Asef 54 1 0 05 Mar 2025
Boosting Generalization in Diffusion-Based Neural Combinatorial Solver via Energy-guided Sampling Haoyu Lei Kaiwen Zhou Y. Li Zhitang Chen Farzan Farnia DiffM 70 1 0 15 Feb 2025
FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation Shilong Zhang Wenbo Li Shoufa Chen Chongjian Ge Peize Sun Yunke Zhang Yi-Xin Jiang Zehuan Yuan Binyue Peng Ping Luo DiffM VGen 101 0 0 07 Feb 2025
Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Yang Li Jinpei Guo Runzhong Wang H. Zha Junchi Yan 63 4 0 05 Feb 2025
SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups Yongxing Zhang Donglin Yang Renjie Liao DiffM 152 0 0 03 Oct 2024
Learning to Solve Combinatorial Optimization under Positive Linear Constraints via Non-Autoregressive Neural Networks Runzhong Wang Yang Li Junchi Yan Xiaokang Yang AI4CE 44 0 0 06 Sep 2024
LinSATNet: The Positive Linear Satisfiability Neural Networks Runzhong Wang Yunhao Zhang Ziao Guo Tianyi Chen Xiaokang Yang Junchi Yan 32 16 0 18 Jul 2024
Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives Xuan Wu Di Wang Lijie Wen Yubin Xiao Chunguo Wu Yuesong Wu Chaoyu Yu D. Maskell You Zhou 70 6 0 01 Jun 2024
Instance-Conditioned Adaptation for Large-scale Generalization of Neural Routing Solver Changliang Zhou Xi Lin Zhenkun Wang Xialiang Tong Mingxuan Yuan Qingfu Zhang 51 6 0 03 May 2024
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories Ning Yang Shuo Chen Haijun Zhang Randall Berry OffRL 29 6 0 22 Apr 2024
RouteExplainer: An Explanation Framework for Vehicle Routing Problem Daisuke Kikuta Hiroki Ikeuchi Kengo Tajiri Yuusuke Nakano 34 1 0 06 Mar 2024
Boosting Column Generation with Graph Neural Networks for Joint Rider Trip Planning and Crew Shift Scheduling Jiawei Lu Tinghan Ye Wenbo Chen Pascal Van Hentenryck AI4TS 38 0 0 08 Jan 2024
GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time Haoran Ye Jiarui Wang Helan Liang Zhiguang Cao Yong Li Fanzhang Li 34 32 0 13 Dec 2023
Solving the Kidney-Exchange Problem via Graph Neural Networks with No Supervision P. F. Pimenta Pedro H. C. Avelar Luís C. Lamb 25 1 0 19 Apr 2023
ASP: Learn a Universal Neural Solver! Chenguang Wang Zhouliang Yu Stephen Marcus McAleer Tianshu Yu Yao-Chun Yang AAML 32 24 0 01 Mar 2023
DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization Zhiqing Sun Yiming Yang DiffM 33 118 0 16 Feb 2023
Revisit the Algorithm Selection Problem for TSP with Spatial Information Enhanced Graph Neural Networks Yaobo Song Laurens Bliek Yingqian Zhang 34 1 0 08 Feb 2023
A Survey on Influence Maximization: From an ML-Based Combinatorial Optimization Yandi Li Haobo Gao Yunxuan Gao Jianxiong Guo Weili Wu 24 38 0 06 Nov 2022
Theory and Approximate Solvers for Branched Optimal Transport with Multiple Sources Peter Lippmann Enrique Fita Sanmartín Fred Hamprecht OT 19 3 0 14 Oct 2022
Travel the Same Path: A Novel TSP Solving Strategy Pin Hu 14 0 0 12 Oct 2022
DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems Ruizhong Qiu Zhiqing Sun Yiming Yang 43 78 0 08 Oct 2022
On Representing Linear Programs by Graph Neural Networks Ziang Chen Jialin Liu Xinshang Wang Jian Lu W. Yin AI4CE 60 31 0 25 Sep 2022
How Good Is Neural Combinatorial Optimization? A Systematic Evaluation on the Traveling Salesman Problem Shengcai Liu Yu Zhang K. Tang Xin Yao 65 39 0 22 Sep 2022
Deep-Steiner: Learning to Solve the Euclidean Steiner Tree Problem Siqi Wang Yifan Wang G. Tong 24 1 0 20 Sep 2022
Annealed Training for Combinatorial Optimization on Graphs Haoran Sun E. Guha H. Dai 22 18 0 23 Jul 2022
Simulation-guided Beam Search for Neural Combinatorial Optimization Jinho Choo Yeong-Dae Kwon Jihoon Kim Jeongwoo Jae André Hottung Kevin Tierney Youngjune Gwon 30 63 0 13 Jul 2022
Unsupervised Learning for Combinatorial Optimization with Principled Objective Relaxation Haoyu Wang Nan Wu Hang Yang Cong Hao Pan Li 34 29 0 13 Jul 2022
The Neural-Prediction based Acceleration Algorithm of Column Generation for Graph-Based Set Covering Problems Haofeng Yuan Peng Jiang Shiji Song 42 6 0 04 Jul 2022
Diffusion models as plug-and-play priors Alexandros Graikos Nikolay Malkin Nebojsa Jojic Dimitris Samaras DiffM 48 218 0 17 Jun 2022
Machine learning-based patient selection in an emergency department N. Furian M. O'Sullivan C. Walker Melanie Reuter-Oppermann 14 0 0 08 Jun 2022
Neuro CROSS exchange: Learning to CROSS exchange to solve realistic vehicle routing problems Minjun Kim Junyoung Park Jinkyoo Park 29 2 0 06 Jun 2022
Learning to Solve Combinatorial Graph Partitioning Problems via Efficient Exploration Thomas D. Barrett Christopher W. F. Parsonson Alexandre Laterre 26 10 0 27 May 2022
Learning to Solve Vehicle Routing Problems: A Survey Aigerim Bogyrbayeva Meraryslan Meraliyev Taukekhan Mustakhov Bissenbay Dauletbayev 29 24 0 05 May 2022
Learning to Solve Travelling Salesman Problem with Hardness-adaptive Curriculum Zeyang Zhang Ziwei Zhang Xin Wang Wenwu Zhu 26 42 0 07 Apr 2022
Pareto Frontier Approximation Network (PA-Net) to Solve Bi-objective TSP Ishaan Mehta Sharareh Taghipour Sajad Saeedi 27 4 0 02 Mar 2022
Combining Reinforcement Learning and Optimal Transport for the Traveling Salesman Problem Yong Liang Goh W. Lee Xavier Bresson T. Laurent Nicholas Lim OT 26 9 0 02 Mar 2022
Supervised Permutation Invariant Networks for Solving the CVRP with Bounded Fleet Size Daniela Thyssens Jonas K. Falkner Lars Schmidt-Thieme SSL 19 2 0 05 Jan 2022
Neural combinatorial optimization beyond the TSP: Existing architectures under-represent graph structure Matteo Boffa Zied Ben-Houidi J. Krolikowski Dario Rossi GNN 20 7 0 03 Jan 2022
One model Packs Thousands of Items with Recurrent Conditional Query Learning Dongda Li Zhaoquan Gu Yuexuan Wang Changwei Ren F. Lau 27 17 0 12 Nov 2021
Graph Neural Network Guided Local Search for the Traveling Salesperson Problem Benjamin H. Hudson Qingbiao Li Matthew Malencia Amanda Prorok 25 63 0 11 Oct 2021
Generalization in Deep RL for TSP Problems via Equivariance and Local Search Wenbin Ouyang Yisen Wang Paul Weng Shaochen Han LRM 69 13 0 07 Oct 2021
Improving Generalization of Deep Reinforcement Learning-based TSP Solvers Wenbin Ouyang Yisen Wang Shaochen Han Zhejian Jin Paul Weng LRM 22 11 0 06 Oct 2021
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer Yining Ma Jingwen Li Zhiguang Cao Wen Song Le Zhang Zhenghua Chen Jing Tang 83 129 0 06 Oct 2021
Learning Enhanced Optimisation for Routing Problems N. Sultana Jeffrey Chan Tabinda Sarwar B. Abbasi •. A. K. Qin 24 3 0 17 Sep 2021
Deep Reinforcement Learning for Demand Driven Services in Logistics and Transportation Systems: A Survey Zefang Zong Tao Feng Tong Xia Depeng Jin Yong Li 22 3 0 10 Aug 2021
An Overview and Experimental Study of Learning-based Optimization Algorithms for Vehicle Routing Problem Bingjie Li Guohua Wu Yongming He Mingfeng Fan Witold Pedrycz 64 67 0 15 Jul 2021
Combinatorial Optimization with Physics-Inspired Graph Neural Networks M. Schuetz J. K. Brubaker H. Katzgraber AI4CE 25 177 0 02 Jul 2021
Matrix Encoding Networks for Neural Combinatorial Optimization Yeong-Dae Kwon Jinho Choo Iljoo Yoon Minah Park Duwon Park Youngjune Gwon 25 87 0 21 Jun 2021
Scalars are universal: Equivariant machine learning, structured like classical physics Soledad Villar D. Hogg Kate Storey-Fisher Weichi Yao Ben Blum-Smith PINN AI4CE 24 130 0 11 Jun 2021